{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Render a colored point cloud\n",
    "\n",
    "This tutorial shows how to:\n",
    "- set up a renderer \n",
    "- render the point cloud \n",
    "- vary the rendering settings such as compositing and camera position"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import modules"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If `torch`, `torchvision` and `pytorch3d` are not installed, run the following cell:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "!pip install torch torchvision\n",
    "!pip install 'git+https://github.com/facebookresearch/pytorch3d.git'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "os.chdir('../..')\n",
    "import torch\n",
    "import torch.nn.functional as F\n",
    "import matplotlib.pyplot as plt\n",
    "from skimage.io import imread\n",
    "\n",
    "# Util function for loading point clouds\n",
    "import numpy as np\n",
    "\n",
    "# Data structures and functions for rendering\n",
    "from pytorch3d.structures import Pointclouds\n",
    "from pytorch3d.renderer import (\n",
    "    look_at_view_transform,\n",
    "    OpenGLOrthographicCameras, \n",
    "    PointsRasterizationSettings,\n",
    "    PointsRenderer,\n",
    "    PointsRasterizer,\n",
    "    AlphaCompositor,\n",
    "    NormWeightedCompositor\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load a point cloud and corresponding colors\n",
    "\n",
    "Load and create a **Point Cloud** object. \n",
    "\n",
    "**Pointclouds** is a unique datastructure provided in PyTorch3D for working with batches of point clouds of different sizes. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If running this notebook using **Google Colab**, run the following cell to fetch the pointcloud data and save it at the path `data/PittsburghBridge`:\n",
    "If running locally, the data is already available at the correct path. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "!mkdir -p data/PittsburghBridge\n",
    "!wget -P data/PittsburghBridge https://dl.fbaipublicfiles.com/pytorch3d/data/PittsburghBridge/pointcloud.npz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Setup\n",
    "device = torch.device(\"cuda:0\")\n",
    "torch.cuda.set_device(device)\n",
    "\n",
    "# Set paths\n",
    "DATA_DIR = \"./data\"\n",
    "obj_filename = os.path.join(DATA_DIR, \"PittsburghBridge/pointcloud.npz\")\n",
    "\n",
    "# Load point cloud\n",
    "pointcloud = np.load(obj_filename)\n",
    "verts = torch.Tensor(pointcloud['verts']).to(device)\n",
    "        \n",
    "rgb = torch.Tensor(pointcloud['rgb']).to(device)\n",
    "\n",
    "point_cloud = Pointclouds(points=[verts], features=[rgb])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a renderer\n",
    "\n",
    "A renderer in PyTorch3D is composed of a **rasterizer** and a **shader** which each have a number of subcomponents such as a **camera** (orthgraphic/perspective). Here we initialize some of these components and use default values for the rest.\n",
    "\n",
    "In this example we will first create a **renderer** which uses an **orthographic camera**, and applies **alpha compositing**. Then we learn how to vary different components using the modular API.  \n",
    "\n",
    "[1] <a href=\"https://arxiv.org/abs/1912.08804\">SynSin: End to end View Synthesis from a Single Image.</a> Olivia Wiles, Georgia Gkioxari, Richard Szeliski, Justin Johnson. CVPR 2020."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Initialize an OpenGL perspective camera.\n",
    "R, T = look_at_view_transform(20, 10, 0)\n",
    "cameras = OpenGLOrthographicCameras(device=device, R=R, T=T, znear=0.01)\n",
    "\n",
    "# Define the settings for rasterization and shading. Here we set the output image to be of size\n",
    "# 512x512. As we are rendering images for visualization purposes only we will set faces_per_pixel=1\n",
    "# and blur_radius=0.0. Refer to raster_points.py for explanations of these parameters. \n",
    "raster_settings = PointsRasterizationSettings(\n",
    "    image_size=512, \n",
    "    radius = 0.003,\n",
    "    points_per_pixel = 10\n",
    ")\n",
    "\n",
    "\n",
    "# Create a points renderer by compositing points using an alpha compositor (nearer points\n",
    "# are weighted more heavily). See [1] for an explanation.\n",
    "renderer = PointsRenderer(\n",
    "    rasterizer=PointsRasterizer(cameras=cameras, raster_settings=raster_settings),\n",
    "    compositor=AlphaCompositor(composite_params=None)\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 511.5, 511.5, -0.5)"
      ]
     },
     "execution_count": 4,
     "metadata": {
      "bento_obj_id": "139688235253488"
     },
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "bento_obj_id": "139688214318288",
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "images = renderer(point_cloud)\n",
    "plt.figure(figsize=(10, 10))\n",
    "plt.imshow(images[0, ..., :3].cpu().numpy())\n",
    "plt.grid(\"off\")\n",
    "plt.axis(\"off\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this example we will first create a **renderer** which uses an **orthographic camera**, and applies **weighted compositing**. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Initialize an OpenGL perspective camera.\n",
    "R, T = look_at_view_transform(20, 10, 0)\n",
    "cameras = OpenGLOrthographicCameras(device=device, R=R, T=T, znear=0.01)\n",
    "\n",
    "# Define the settings for rasterization and shading. Here we set the output image to be of size\n",
    "# 512x512. As we are rendering images for visualization purposes only we will set faces_per_pixel=1\n",
    "# and blur_radius=0.0. Refer to rasterize_points.py for explanations of these parameters. \n",
    "raster_settings = PointsRasterizationSettings(\n",
    "    image_size=512, \n",
    "    radius = 0.003,\n",
    "    points_per_pixel = 10\n",
    ")\n",
    "\n",
    "\n",
    "# Create a points renderer by compositing points using an weighted compositor (3D points are\n",
    "# weighted according to their distance to a pixel and accumulated using a weighted sum)\n",
    "renderer = PointsRenderer(\n",
    "    rasterizer=PointsRasterizer(cameras=cameras, raster_settings=raster_settings),\n",
    "    compositor=NormWeightedCompositor(composite_params=None)\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 511.5, 511.5, -0.5)"
      ]
     },
     "execution_count": 6,
     "metadata": {
      "bento_obj_id": "139688210384464"
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "bento_obj_id": "139688209815888",
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "images = renderer(point_cloud)\n",
    "plt.figure(figsize=(10, 10))\n",
    "plt.imshow(images[0, ..., :3].cpu().numpy())\n",
    "plt.grid(\"off\")\n",
    "plt.axis(\"off\")"
   ]
  }
 ],
 "metadata": {
  "bento_stylesheets": {
   "bento/extensions/flow/main.css": true,
   "bento/extensions/kernel_selector/main.css": true,
   "bento/extensions/kernel_ui/main.css": true,
   "bento/extensions/new_kernel/main.css": true,
   "bento/extensions/system_usage/main.css": true,
   "bento/extensions/theme/main.css": true
  },
  "kernelspec": {
   "display_name": "pytorch3d (local)",
   "language": "python",
   "name": "pytorch3d_local"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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